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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 63 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

10Avg Model Evaluations

8

Feb 26, 2026

MAG CN -> FR (test)

GRAPHDET + PA-BOTH

34.42Accuracy

8

Feb 26, 2026

MAG CN -> RU (test)

GRAPHDET + PA-BOTH

36.68Accuracy

8

Feb 26, 2026

MAG CN -> JP (test)

GRAPHDET + PA-BOTH

43.28Accuracy

8

Feb 26, 2026

MAG CN -> DE (test)

GRAPHDET + PA-BOTH

31.55Accuracy

8

Feb 26, 2026

MAG US -> FR (test)

GRAPHDET + PA-BOTH

32.29Accuracy

8

Feb 26, 2026

MAG US -> RU (test)

GRAPHDET + PA-BOTH

40.24Accuracy

8

Feb 26, 2026

MAG US -> JP (test)

GRAPHDET + PA-BOTH

51.55Accuracy

8

Feb 26, 2026

73.79Accuracy

8

Feb 26, 2026

85.71ACC

8

Feb 26, 2026

0.73Accuracy

8

Feb 26, 2026

90Training Time (s)

8

Feb 26, 2026

7Training Time (s)

8

Feb 26, 2026

3.5Training Time (s)

8

Feb 26, 2026

8.57Runtime

8

Feb 26, 2026

4.7Runtime

8

Feb 26, 2026

Pubmed Pair Noise 40%

68.77Accuracy

8

Feb 26, 2026

Pubmed Pair Noise 30%

70.07Accuracy

8

Feb 26, 2026

Pubmed Pair Noise 10%

75.63Accuracy

8

Feb 26, 2026

Pubmed Uniform Noise 40%

72.2Accuracy

8

Feb 26, 2026

Pubmed Uniform Noise 30%

70.5Accuracy

8

Feb 26, 2026

Pubmed Uniform Noise 10%

74.9Accuracy

8

Feb 26, 2026

74.97Accuracy

8

Feb 26, 2026

Citeseer (test)

61.63Accuracy (Uniform 20% Noise)

8

Feb 26, 2026

Total Avg. 28 datasets

71.13Accuracy

8

Feb 26, 2026

Page 63 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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